In September 2025, Tricolor, one of the largest BHPH operators in the country, filed Chapter 7. Its executives are federally charged with pledging roughly $2.2 billion of collateral against $1.4 billion that actually existed: loans pledged to multiple banks at once, loans that had already been sold into securitizations, and loans that were never real. In May 2026 the Federal Reserve published the plumbing of the whole sector in a FEDS Note, and the numbers above are from it.
The banking system's response was not surgical. Banks' reported probability-of-default on BHPH borrowers rose nearly 150% in a single quarter, the whole sector, not the borrowers who did something wrong. If you run a clean book, you are now paying for Tricolor. This brief explains why that happened, why it runs through one monthly document, and what independent verification of that document would have to look like. It describes the market's problem, not anyone's product.
Before Tricolor, banks actually rated BHPH facilities as slightly lower risk than loans to traditional dealers, the structures looked strong: 65% asset-based, 81% guarantor-backed, advances at 60 to 80 cents on the dollar of receivable value. From the second to the third quarter of 2025, the reported probability of default on the sector's bank facilities rose nearly 150%.
Read that carefully. The banks did not discover that every operator's book got worse in ninety days. They discovered that they could not tell which books were real, so they repriced all of them. That is what pricing the sector instead of the borrower looks like, and it means the spread a clean book pays now carries someone else's fraud premium.
An asset-based facility works like this: every month the operator files a borrowing-base certificate, its own statement of how much eligible collateral sits in the book, and the bank advances against it. The bank's verification is a field exam, typically annual, sometimes with a quarterly desk review between. That leaves roughly twelve self-reported certificates for every one independent look. Every filing in between is taken on trust.
Tricolor is what it looks like when that trust is abused with intent. Its lenders had every standard protection, 60-80% advance rates, special-purpose entities, guarantees, and Fifth Third and JPMorgan still lost roughly $200 million and $170 million respectively. The protections did not fail because they were set wrong. They failed because they all sit downstream of the reported number, and the reported number was invented. A 70% advance rate against a fabricated collateral figure is still fabricated.
| Structural protection | Sector prevalence | What it silently assumes |
|---|---|---|
| Advance rate of 60-80% | Standard | The reported collateral exists and is eligible |
| Personal / corporate guarantee | 81% of facilities | There is an estate worth chasing after the loss |
| Special-purpose entity | ~13% of dealers | The assets inside the SPE are real and unencumbered |
| Field exam | Typically annual | Nothing drifts, or breaks, in the eleven months between |
The structural gap is the twelve-to-one ratio: twelve self-reported certificates for every field exam. The answer the market has been converging on since Tricolor is not more guarantees or lower advance rates, those all sit downstream of the reported number. It is independent monthly recomputation of the certificate itself, at the same cadence it is filed.
Mechanically, that means two inputs each month: the certificate filed with the lender, and the loan tape underneath it, a CSV export every mainstream DMS produces (Verifacto, DealerCenter, Frazer, Wayne Reaves, DealerClick). From the tape, eligible collateral is recomputed under the facility's own eligibility rules, delinquency thresholds, charge-off exclusions, ineligible collateral types, concentration limits, and the recomputed number is reconciled against the number on the certificate. The essential property is independence of computation: someone other than whoever filed the certificate rebuilds it from the raw data, every month it is filed, whether that is a lender's own surveillance desk, a third party, or a walled-off function inside the operator.
When the two numbers diverge, the divergence has a cause. Across the sector's reporting stack, the causes cluster into a handful of repeat offenders, this is where certificates and tapes typically diverge:
| Variance cause | What it looks like in the data |
|---|---|
| Reconciliation imbalanceMechanical | Principal activity that doesn't balance across the month, beginning balance plus originations minus payments and charge-offs doesn't equal ending balance for a dealer or a pool. |
| Dealer-attribution errorMechanical | Receivables booked under the wrong dealer or entity, shifting concentration math and sometimes eligibility. |
| Row-layout mismatchReporting | Two parts of the operation reporting the same metric on different layouts, so the roll-up silently double-counts or drops rows. |
| Undocumented metricReporting | A number on the certificate that nobody can define from the tape, no formula, no source column, no owner. |
| Aging misclassificationEligibility | Accounts sitting in a delinquency bucket that doesn't match their payment history, moving them across the eligible / ineligible line. |
| Eligibility disagreementJudgment | A genuine difference in how a facility rule reads against an account, flagged, argued both ways, and labeled as interpretation, not error. |
Notice what dominates that table: not fraud. Reconciliation drift, attribution errors, layout mismatches, undefined metrics, ordinary operational entropy. These are exactly the variances an annual field exam eventually finds, eleven months late and framed less charitably. Monthly recomputation finds them in the month they occur, assigns each one a cause rather than just a flag, and separates confirmed findings from inference, because a reconciliation that overstates its own certainty is worth less than no reconciliation at all.
That is also why the practice matters commercially and not just operationally. A lender pricing the sector has no instrument that distinguishes a clean book from the sector; twelve months of independent certificate-to-tape reconciliation is that instrument. Whether any given lender re-prices on it is that lender's call. But the arithmetic of what borrower-level pricing is worth, labeled as arithmetic, not a promise, is below, and it is not subtle.